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Mar 20, 2019
Mar 19, 2019

Debiasing Word Embeddings

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  1. A re-implementation of hard-debiasing algorithm developed by the paper: Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings by Tolga Bolukbasi, Kai-Wei Chang, James Zou, Venkatesh Saligrama, and Adam Kalai. Proceedings of NIPS 2016.
    Original code and data can be found on: https://github.com/tolga-b/debiaswe.

  2. Debiasing results using conceptor negation. Conceptor is found by using gender specific words.

Results includes direct bias(gender direction) results and indirect bias(non-gender direction but showing gender bias) results.